{"id":139103,"date":"2024-03-18T14:59:16","date_gmt":"2024-03-18T21:59:16","guid":{"rendered":"https:\/\/blog.everpuredata.com\/uncategorized-ko\/optimize-genai-apps-with-rag-from-pure-storage-and-nvidia\/"},"modified":"2026-03-05T15:25:32","modified_gmt":"2026-03-05T23:25:32","slug":"optimize-genai-apps-with-rag-from-pure-storage-and-nvidia","status":"publish","type":"post","link":"https:\/\/blog.everpuredata.com\/ko\/news-events\/optimize-genai-apps-with-rag-from-pure-storage-and-nvidia\/","title":{"rendered":"\ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0\uc640 NVIDIA\uc758 \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131(RAG)\uc73c\ub85c \uc0dd\uc131\ud615 AI \uc571 \ucd5c\uc801\ud654\ud558\uae30"},"content":{"rendered":"\n<div class=\"wp-block-columns mobile-padding is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column has-medium-font-size is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\">\n<div class=\"wp-block-group has-border-color has-pure-orange-100-border-color has-primary-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-width:2px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n<h3 class=\"wp-block-heading\" id=\"h-summary\">\uc694\uc57d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Generative AI (GenAI) is one of the fastest-adopted technologies in history. Pure Storage is working with NVIDIA to bolster the power of GenAI for enterprise AI applications using retrieval-augmented generation (RAG).<\/p>\n<\/div>\n\n\n\n<div id=\"CONTENT\" class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\uc0dd\uc131\ud615 AI\ub294 \uc5ed\uc0ac\uc0c1 \uac00\uc7a5 \ube60\ub974\uac8c \ub3c4\uc785\ub41c \uae30\uc220 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\uc0ac\ud68c\uc640 \uacbd\uc601\uc9c4\uc774 \uc774 \uae30\uc220\uc744 \uc9c4\uc9c0\ud558\uac8c \uace0\ub824\ud558\ub3c4\ub85d \ud558\ub824\uba74, \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0\uc11c \uadf8 \uac00\uce58\ub97c \uc785\uc99d\ud574\uc57c \ud569\ub2c8\ub2e4. \uc0dd\uc131\ud615 AI\uac00 \ube44\uc988\ub2c8\uc2a4, \ud601\uc2e0, \uc6b4\uc601 \uc18d\ub3c4\ub97c \uc5b4\ub5bb\uac8c \ud5a5\uc0c1\ud560 \uc218 \uc788\uc744\uae4c\uc694?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0\ub294 \uc5d4\ube44\ub514\uc544\uc640 \ud568\uaed8 \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131(RAG, Retrieval-Augmented Generation)\uc744 \uc0ac\uc6a9\ud574 \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c \uc0dd\uc131\ud615 AI\uc758 \uc5ed\ub7c9\uc744 \uac15\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. RAG\ub97c \ub300\uaddc\ubaa8 \uace0\uc131\ub2a5 LLM \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uc5b4\ub5bb\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\uac80\uc0c9-\uc99d\uac15-\uc0dd\uc131-rag-\uc758-\uac00\uce58\"><strong>\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131(RAG)\uc758 \uac00\uce58<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131\uc740 \uae30\uc5c5\uc774 \uad6c\uccb4\uc801\uc778 \uc678\ubd80\uc758 \ub3c5\uc810 \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc0ac\uc6a9\ud574 \uc77c\ubc18\uc801\uc778 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uac1c\uc120\ud558\uace0 \ub9de\ucda4\ud654\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \ub610\ud55c \uc0dd\uc131\ud615 AI\uc758 \uc8fc\uc694 \ubb38\uc81c\ub4e4\uc744 \ubc14\ub85c \ud574\uacb0\ud574\uc8fc\uba70, \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc774 <em>\ud6c8\ub828\uc5d0 \uc0ac\uc6a9\ub41c \uc9c0\uc2dd \uae30\ubc18<\/em> \uc678\ubd80\uc758 \uc9c0\uc2dd\uc744 \ucc38\uc870\ud558\uc5ec \ub354 \uc815\ud655\ud558\uace0, \uc2dc\uae30\uc801\uc808\ud558\uba70, \uad00\ub828\uc131\uc774 \ub192\uc544\uc9c8 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \ubb38\uc81c \uc911 \ud558\ub098\uc778 <strong>\ud560\ub8e8\uc2dc\ub124\uc774\uc158(<\/strong><strong>hallucination)<\/strong>\uc740 \uadf8\ub7f4\ub4ef\ud558\uc9c0\ub9cc \uc798\ubabb\ub41c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc798\ubabb\ub41c \ucd94\ub860\uc73c\ub85c \uc778\ud574 \uc870\uc545\ud55c \uacbd\uc81c\uc801 \ubd84\uc11d, \ud2b8\ub808\uc774\ub529 \ub610\ub294 \ud22c\uc790 \uad8c\uace0\uac00 \uc0dd\uaca8\ub0a0 \uc218 \uc788\uace0, \uc774 \ub54c\ubb38\uc5d0 \uc815\ud655\uc131\uc774 \uc911\uc694\ud55c \uc2e4\uc81c \ud658\uacbd\uc5d0\uc11c \uc774 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uc5b4\ub824\uc6cc\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131\uc744 \ub3c4\uc785\ud558\uba74 \ud560\ub8e8\uc2dc\ub124\uc774\uc158\uc758 \uc704\ud5d8\uc744 \uc904\uc77c \uc218 \uc788\uc73c\uba70 \ubd84\uc11d\uac00\uc5d0\uac8c \ub354 \ub098\uc740 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub610 \ub2e4\ub978 \ubb38\uc81c\ub294 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \ucd08\uae30 \ud6c8\ub828 \uc774\ud6c4\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \ub41c <strong>\uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub97c \ud1b5\ud569<\/strong>\ud558\uc9c0 \ubabb\ud55c\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub294 \ud6c4\uc18d \ud6c8\ub828 \uc774\ud6c4\uc5d0\ub3c4 \ub9c8\ucc2c\uac00\uc9c0\uc785\ub2c8\ub2e4. \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131\uc740 \uae30\uc5c5\uc758 \ucd5c\uc2e0 \ub370\uc774\ud130\uc640 \uc9c0\uc2dd\uc744 \uc9c8\uc758\uc640 \ub2f5\ubcc0\uc5d0 \uc989\uc2dc \ud1b5\ud569\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c LLM\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc7ac\ud6c8\ub828\uc2dc\ud0ac \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc2e0\ub8b0\uc131, \uc815\ud655\uc131 \ubc0f \uc801\uc2dc\uc131\uc774 \uc911\uc694\ud558\uace0 \uc5c4\uaca9\ud788 \uaddc\uc81c\ub418\ub294 <a href=\"https:\/\/blog.everpuredata.com\/ko\/perspectives\/four-hot-areas-for-ai-in-financial-services\/\">\uae08\uc735 \uc11c\ube44\uc2a4 \ubd84\uc57c<\/a>\ub97c \uc608\ub85c \ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad6c\uccb4\uc801\uc778 \uace0\uac1d\uc758 \ub3c5\uc810 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub85c \uc77c\ubc18\uc801\uc778 \uae08\uc735 LLM\uc744 \ubcf4\uac15\ud558\uba74, \uae08\uc735 \uae30\uad00\uc740 \uc790\uccb4 LLM\uc744 \ud6c8\ub828\ud558\ub294 \ub2a5\ub825\uc744 \ud5a5\uc0c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc5c5\uc758 \uc7ac\ubb34\uc81c\ud45c, \ube0c\ub85c\ucee4 \ubcf4\uace0\uc11c, \uaddc\uc815 \uc900\uc218 \ubcf4\uace0\uc11c, \uace0\uac1d \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \uc5bb\uc5b4\uc9c4 \uc678\ubd80 \ub370\uc774\ud130\ub294 \uc740\ud589, \ud2b8\ub808\uc774\ub529 \ubc0f \ud22c\uc790 \ud68c\uc0ac\ub4e4\uc774 \uace0\uac1d\uc5d0\uac8c \ub354 \ub098\uc740 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\ub294 \ub370 \ud544\uc694\ud55c \ubcf4\ub2e4 \uad6c\uccb4\uc801\uc774\uace0 \uc758\ubbf8 \uc788\ub294 \ubd84\uc11d\uc744 \uc81c\uacf5\ud558\uace0, AI \uc2dc\uc2a4\ud15c\uc774 \uc801\uc2dc\uc5d0 \ud22c\uc790 \uc778\uc0ac\uc774\ud2b8\ub97c \uc0dd\uc131\ud558\uba70, \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uac80\uc99d\ud558\uc5ec \uaddc\uc815 \uc900\uc218\ub97c \uac15\ud654\ud558\uace0 \uc704\ud5d8\uc744 \uc644\ud654\ud558\ub3c4\ub85d \uc9c0\uc6d0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8\ub7ec\ub098 \ub3c5\uc810\uc801\uc778 LLM\uc744 \uad6c\ucd95\ud558\uace0 \ud6c8\ub828\ud558\ub294 \ub370\ub294 \ub9ce\uc740 \ube44\uc6a9\uc774 \ub4ed\ub2c8\ub2e4. \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131\uc740 \uae30\uc5c5\uc774 \uc0c1\ub2f9\ud55c \ube44\uc6a9\uacfc \uc790\uc6d0\uc744 \uc808\uc57d\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ud22c\uc790 \uc218\uc775\ub960\uc758 \uad00\uc810\uc5d0\uc11c \uc0dd\uc131\ud615 AI\ub97c \ube44\uc988\ub2c8\uc2a4\uc5d0 \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\uac8c \ub9cc\ub4e4\uc5b4\uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\uc608-ai-\uae30\ubc18-\uae30\uc220-\uc790\ub8cc-\uad6c\ucd95\"><strong>\uc608: AI \uae30\ubc18 \uae30\uc220 \uc790\ub8cc \uad6c\ucd95<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub610 \ub2e4\ub978 \uc5c5\uacc4\uc758 \uc0ac\uc6a9 \uc0ac\ub840\ub97c \uc608\ub85c \ub4e4\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc81c\uc870\uc5c5\uccb4\uac00 \uc81c\ud488 \ubb38\uc11c, \uae30\uc220 \uc9c0\uc6d0 \uc9c0\uc2dd \uae30\ubc18, YouTube \ube44\ub514\uc624 \ubc0f \ubcf4\ub3c4 \uc790\ub8cc\ub97c \ud65c\uc6a9\ud574 \uc9c1\uc6d0\ub4e4\uc5d0\uac8c \uc720\uc6a9\ud558\uace0 \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 AI \uae30\ubc18 \uc9c0\uc2dd \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub824 \ud569\ub2c8\ub2e4. AI\ub85c \uc0dd\uc131\ub418\ub294 \ub2f5\ubcc0\uc740 9\uac1c\uc6d4 \ub41c \uacf5\uac1c \ub370\uc774\ud130\ub85c \uc81c\ud55c\ub418\uc5b4 \uc788\uc5b4 \ud55c\uacc4\uac00 \uc788\uace0 \uae30\uc5c5\uc758 \uc81c\ud488 \ubb38\uc11c\uc640 \ube44\ub514\uc624\ub97c \ucc38\uc870\ud560 \uc218 \uc5c6\ub294 \uc0c1\ud669\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\ub97c \uc801\uc6a9\ud558\uba74 \uace0\uac1d\uacfc \uc9c1\uc6d0\ub4e4\uc774 \ucc38\uc870\uc640 \uad50\uc721\uc744 \uc704\ud574 \ucd5c\uc2e0 \uc815\ubcf4\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\ub294 \uc9c0\uc2dd \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0, AI\ub85c \uc6b4\uc601, \uc601\uc5c5 \ubc0f \uc9c0\uc6d0 \ud504\ub85c\uc138\uc2a4\ub97c \uac1c\uc120\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \uae30\ud68c\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-nvidia-\uc640-\ud611\ub825\ud574-\uac80\uc0c9-\uc99d\uac15-\uc0dd\uc131\uc744-\uc81c\uacf5\ud558\ub294-\ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0\"><strong>NVIDIA<\/strong><strong>\uc640 \ud611\ub825\ud574 \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131\uc744 \uc81c\uacf5\ud558\ub294 \ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG \ud504\ub85c\uc138\uc2a4\ub97c \uac04\uc18c\ud654\ud558\uace0 \uc18d\ub3c4\ub97c \ub192\uc774\uae30 \uc704\ud574, \ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0\ub294 \uc5d4\ube44\ub514\uc544\uc640 \ud611\ub825\ud574 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc0ac\uc6a9 \uc0ac\ub840\ub97c \uc2dc\ubbac\ub808\uc774\uc158\ud558\uc5ec AI \ucd94\ub860\uc744 \uc704\ud55c \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc2dc\uc5f0\ud569\ub2c8\ub2e4. \uc774\ub294 \uc5d4\ube44\ub514\uc544 GTC\uc5d0\uc11c \uc624\ub298 \ubc1c\ud45c\ub41c \uc0c8\ub85c\uc6b4 <a href=\"https:\/\/nvidianews.nvidia.com\/news\/generative-ai-microservices-for-developers\">NVIDIA NeMo Retriever \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4(\uc601\ubb38\uc790\ub8cc)<\/a>\ub97c \ubcf4\uc644\ud558\uba70, \uc5d4\ube44\ub514\uc544\uc758 AI \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc81c\ud488\uad70\uacfc \ud568\uaed8 \ud504\ub85c\ub355\uc158 \ub4f1\uae09 AI\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5d4\ube44\ub514\uc544 GPU\ub294 \ucef4\ud4e8\ud305\uc5d0 \uc0ac\uc6a9\ub418\uace0 \ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0 <a href=\"https:\/\/www.purestorage.com\/kr\/products\/unstructured-data-storage\/flashblade-s.html\">\ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc\/\/S(FlashBlade\/\/S)<\/a>\ub294 \ub300\uaddc\ubaa8 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uad00\ub828\ub41c \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\ub294 \uc62c\ud50c\ub798\uc2dc \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc2a4\ud1a0\ub9ac\uc9c0\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \uc0ac\ub840\uc5d0\uc11c, \uc6d0\uc2dc \ub370\uc774\ud130\ub294 RAG\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ud37c\ube14\ub9ad \ub610\ub294 \ud504\ub77c\uc774\ube57 \ubb38\uc11c \uc800\uc7a5\uc18c\uc5d0\uc11c \uc804\ud615\uc801\uc73c\ub85c \ubcf4\uc5ec\uc9c0\ub294 \ub300\uaddc\ubaa8 \uacf5\uac1c \ubb38\uc11c \ubaa8\uc74c\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131\uc740 \uc815\ub9ac \ubc0f \ubca1\ud130\ud654\ub41c \ub370\uc774\ud130\uc5d0 \ub300\ud55c \ucffc\ub9ac\uc758 \ubca1\ud130 \uac80\uc0c9 \uc870\ud68c\ub97c \uc785\ub825(\uc0c8 \ubb38\uc11c \ubc0f\/\ub610\ub294 \ub3c5\uc810 \ubb38\uc11c)\uc73c\ub85c \ubaa8\ub378\uc5d0 \uc81c\uacf5\ud568\uc73c\ub85c\uc368, LLM \ucd94\ub860\uc758 \uc815\ud655\uc131\uacfc \uad00\ub828\uc131\uc744 \ud5a5\uc0c1\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 LLM\uc73c\ub85c \ub4e4\uc5b4\uac00\ub294 \ub9e4\uac1c\ubcc0\uc218\uc5d0 \ub354 \ub098\uc740 \uc9c0\uce68\uc774 \uc81c\uacf5\ub418\uace0 \uc0ac\uc6a9\uc790\ub97c \uc704\ud55c \ucd9c\ub825\uc774 \ubbf8\uc138 \uc870\uc815\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uacb0\uacfc\uc801\uc73c\ub85c <strong>\uc870\uc9c1\uc744 \uc704\ud55c LLM \ucd94\ub860 \ucffc\ub9ac\uc758 \uc815\ud655\uc131, \uc801\uc2dc\uc131 \ubc0f \uad00\ub828\uc131\uc774 \ud5a5\uc0c1\ub418\uc5b4, <\/strong>\uc9c8\ubb38-\ub2f5\ubcc0 \ubc0f \ubb38\uc11c \uc694\uc57d \uc0ac\uc6a9 \uc0ac\ub840\uc5d0\uc11c \ucd5c\uc885 \uace0\uac1d\uc774 \ucffc\ub9ac\ub97c \ub354 \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\uc65c-\ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0\uc758-rag\uc5ec\uc57c-\ud560\uae4c\uc694\"><strong>\uc65c \ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0\uc758 RAG\uc5ec\uc57c \ud560\uae4c\uc694?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uae4c\ub2e4\ub85c\uc6b4 RAG \uc6cc\ud06c\ub85c\ub4dc\uc5d0 \ud544\uc694\ud55c \ub2e4\ucc28\uc6d0\uc801 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 \ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0\uc758 \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc\/\/S\ub294 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4, \ubd84\uc11d, \uc784\ubca0\ub529\uc6a9 \uc6d0\uc2dc \ubb38\uc11c, AI \ubaa8\ub378 \ubc0f \ub85c\uadf8 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud560 \uc218 \uc788\ub294 \ud6a8\uc728\uc801\uc778 \uace0\uc131\ub2a5 \uacf5\uc720 \uc2a4\ud1a0\ub9ac\uc9c0 \ud50c\ub7ab\ud3fc\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\uac83\uc774 \uc911\uc694\ud55c \uc774\uc720\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ube44\uc6a9.<\/strong>\uc0dd\uc131\ud615 AI RAG \uad6c\ud604\uc5d0\uc11c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \uc218\ucc9c\ub9cc \uac1c\uc758 \ubca1\ud130\ub97c \ub118\uc5b4\uac00\uba70 \uaddc\ubaa8\uac00 \ucee4\uc9c0\uba74, \uc774\uc5d0 \ub9de\uac8c GPU \uba54\ubaa8\ub9ac\ub97c \uad6c\uc131\ud558\ub294 \ub370 \uc5c4\uccad\ub09c \ube44\uc6a9\uc774 \ub4ed\ub2c8\ub2e4. \ub300\uc548\uc740 \uc11c\ubc84\uc758 \ub85c\uceec \uc2a4\ud1a0\ub9ac\uc9c0\uc5d0 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc800\uc7a5\ud558\ub294 \uac83\uc774\uc9c0\ub9cc, \uc774 \uacbd\uc6b0 \uc131\ub2a5, \ud6a8\uc728\uc131 \ubc0f \ud655\uc7a5\uc131\uc774 \uc81c\ud55c\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc131\ub2a5.<\/strong>\uc5ec\ub7ec \ubb38\uc11c \uc800\uc7a5\uc18c\uc640 \uc218\ubc31 \ub610\ub294 \uc218\ucc9c \uba85\uc758 AI \uc0ac\uc6a9\uc790\uac00 \uc788\ub294 \uacbd\uc6b0, RAG\ub85c \uac15\ud654\ub41c LLM\uc740 \uc5ec\ub7ec GPU \uc11c\ubc84\uc5d0\uc11c \uc2e4\ud589\ub429\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574\uc11c\ub294 \ud6c8\ub828\/\uc784\ubca0\ub529 \ubc0f \ucd94\ub860\/\uac80\uc0c9\uc774 \uac00\ub2a5\ud558\ub3c4\ub85d \ud655\uc7a5 \uac00\ub2a5\ud55c \uc2a4\ud1a0\ub9ac\uc9c0\ub97c \uacf5\uc720\ud574\uc57c \ud569\ub2c8\ub2e4. \ub300\uaddc\ubaa8 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc0dd\uc131\ud615 AI RAG \uc194\ub8e8\uc158\uc5d0\uc11c \uc77c\ubd80 \uc11c\ubc84\ub294 \uc0c8 \ubb38\uc11c\ub97c \uc784\ubca0\ub529 \ubc0f \uc778\ub371\uc2f1\ud558\uace0, \ub2e4\ub978 \uc11c\ubc84\ub294 \ubb38\uc11c\ub97c \uac80\uc0c9\ud558\uba70 LLM \ucffc\ub9ac\ub97c \ub3d9\uc2dc\uc5d0 \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ub294 \uc2a4\ud1a0\ub9ac\uc9c0\uac00 \uc5ec\ub7ec \uc11c\ubc84\uc758 \uc9c0\uc18d\uc801\uc778 \uc77d\uae30 \ubc0f \uc4f0\uae30 \ud63c\ud569\uc744 \uc9c0\uc6d0\ud560 \uc218 \uc788\ub3c4\ub85d \ub2e4\uc911 \ubaa8\ub4dc \uc131\ub2a5 \uc5ed\ub7c9\uc774 \ud544\uc694\ud558\ub2e4\ub294 \uc758\ubbf8\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud655\uc7a5.<\/strong>\ub370\uc774\ud130 \uc99d\uac00\uc5d0 \ub530\ub978 \ud655\uc7a5\uc740 \uc911\ub2e8 \uc5c6\uc774 \uac04\ub2e8\ud558\uac8c \uc131\ub2a5\uacfc \uc6a9\ub7c9\uc744 \ucd94\uac00\ud568\uc73c\ub85c\uc368 \uac04\uc18c\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0\uc758 \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc\/\/S \uac19\uc740 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \ub124\ud2b8\uc6cc\ud06c \uc2a4\ud1a0\ub9ac\uc9c0 \uc194\ub8e8\uc158\uc744 \uc0ac\uc6a9\ud558\uba74, \uac01 AI \uc11c\ubc84 \ub0b4\uc5d0\uc11c \ub85c\uceec \uc2a4\ud1a0\ub9ac\uc9c0\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\ubcf4\ub2e4 \uac15\ub825\ud55c <a href=\"https:\/\/www.purestorage.com\/kr\/solutions\/data-protection.html\">\ub370\uc774\ud130 \ubcf4\ud638<\/a>, \ub354 \ub098\uc740 \ub370\uc774\ud130 \uacf5\uc720, \ub354 \uc190\uc26c\uc6b4 \uad00\ub9ac \ubc0f \ub354 \uc720\uc5f0\ud55c \ud504\ub85c\ube44\uc800\ub2dd\uc774 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4. \ub610\ud55c \ub300\uaddc\ubaa8 \ubb38\uc11c \uc800\uc7a5\uc18c\ub97c \uc784\ubca0\ub529\ud558\uace0 \uc778\ub371\uc2f1\ud560 \ub54c \ub354 \ube60\ub978 \uc131\ub2a5\uc744 \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\uc5bc\ub9c8\ub098-\ube68\ub77c\uc57c-\ud560\uae4c\uc694\"><strong>\uc5bc\ub9c8\ub098 \ube68\ub77c\uc57c \ud560\uae4c\uc694?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0\ub294 \uc0dd\uc131\ud615 AI RAG \uc784\ubca0\ub529 \ubc0f \uc778\ub371\uc2f1\uc744 \uc704\ud55c \ud655\uc7a5\uc131 \ud14c\uc2a4\ud2b8\ub97c \uc2e4\uc2dc\ud588\uc2b5\ub2c8\ub2e4. 2\uac1c\uc758 \uc5d4\ube44\ub514\uc544 GPU \uc11c\ubc84(\uc784\ubca0\ub529 \uc11c\ubc84)\uc640 2\uac1c\uc758 x86 \uc11c\ubc84(\uc778\ub371\uc2a4 \ub178\ub4dc)\uc5d0\uc11c \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud574, \uae30\ubcf8 \uc624\ube0c\uc81d\ud2b8 \uc2a4\ud1a0\ub9ac\uc9c0 \uc778\ud130\ud398\uc774\uc2a4\uac00 \uc788\ub294 \ub85c\uceec \ud50c\ub798\uc2dc \uc2a4\ud1a0\ub9ac\uc9c0\ub97c \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0\uc640 \uc644\uc804\ud558\uac8c \uac16\ucdb0\uc9c4 \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc\/\/S 1\ub300\ub97c \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0\ub97c \ube44\uad50\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0\ub294 \ubb38\uc11c \uc784\ubca0\ub529 \ubc0f \uc778\ub371\uc2f1 \ud504\ub85c\uc138\uc2a4\uc758 \uc138 \uac00\uc9c0 \ub2e8\uacc4\ub97c \ud14c\uc2a4\ud2b8\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\uc624\ube0c\uc81d\ud2b8 \uc800\uc7a5\uc18c\uc5d0 \ubca1\ud130 \ud30c\uc77c \uc5c5\ub85c\ub4dc<\/li>\n\n\n\n<li>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \ubca1\ud130 \ub300\ub7c9 \uc0bd\uc785<\/li>\n\n\n\n<li>\uc778\ub371\uc2a4 \ud30c\uc77c \uc0dd\uc131 \ubc0f \uc4f0\uae30<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\uacb0\uacfc\ub294 \ub450 \ub178\ub4dc(\uc11c\ubc84 2\ub300\uc640 \uc778\ub371\uc2a4 \ub178\ub4dc 2\uac1c)\uc5d0\uc11c RAG \ud504\ub85c\uc138\uc2a4\ub97c \uc2e4\ud589\ud558\ub294 \uac83\uc774 \ud55c \ub178\ub4dc\ub9cc \uc0ac\uc6a9\ud558\ub294 \uac83\ubcf4\ub2e4 \ud6e8\uc52c \ube60\ub974\uba70, \uc5ec\ub7ec \ub178\ub4dc\uc5d0 \uac78\uccd0 RAG\ub97c \ud655\uc7a5\ud560 \uc218 \uc788\ub2e4\ub294 \uc0ac\uc2e4\uc744 \uac15\uc870\ud574 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"482\" src=\"https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/03\/multi-node-data-ingest-scale-out.png\" alt=\"Pure Storage NVIDIA RAG testing\" class=\"wp-image-138825\" srcset=\"https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/03\/multi-node-data-ingest-scale-out.png 512w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/03\/multi-node-data-ingest-scale-out-467x440.png 467w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/03\/multi-node-data-ingest-scale-out-150x141.png 150w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"h-\uadf8\ub9bc-1-\ub2e4\uc911-\ub178\ub4dc-\uc2a4\ucf00\uc77c-\uc544\uc6c3-\ud14c\uc2a4\ud2b8-\uacb0\uacfc\"><em>\uadf8\ub9bc 1: \ub2e4\uc911 \ub178\ub4dc \uc2a4\ucf00\uc77c \uc544\uc6c3 \ud14c\uc2a4\ud2b8 \uacb0\uacfc<\/em><\/h6>\n\n\n\n<p class=\"wp-block-paragraph\">\ub610\ud55c \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc\/\/S\ub97c \ub124\uc774\ud2f0\ube0c S3 \uc778\ud130\ud398\uc774\uc2a4\uc640 \ud568\uaed8 \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0, \uac01 \uc11c\ubc84 \ub0b4\ubd80\uc5d0 \uc788\ub294 \ub85c\uceec SSD\ub97c \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0 \ubcf4\ub2e4 36% \ub354 \ube60\ub974\uac8c \ubb38\uc11c \uc784\ubca0\ub529\uacfc \uc778\ub371\uc2f1\uc774 \uc644\ub8cc\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub124\ud2b8\uc6cc\ud06c\ub85c \uc5f0\uacb0\ub41c \uc62c\ud50c\ub798\uc2dc \uc2a4\ud1a0\ub9ac\uc9c0\uac00 RAG \ubb38\uc11c \uc784\ubca0\ub529\uc744 \uac00\uc18d\ud654\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub41c\ub2e4\ub294 \uac83\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1076\" height=\"649\" src=\"https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/03\/NVIDIA-NeMo-Retriever-Networked-Storage.png\" alt=\"NVIDIA NeMo Retriever Networked Storage\" class=\"wp-image-138859\" srcset=\"https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/03\/NVIDIA-NeMo-Retriever-Networked-Storage.png 1076w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/03\/NVIDIA-NeMo-Retriever-Networked-Storage-728x440.png 728w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/03\/NVIDIA-NeMo-Retriever-Networked-Storage-768x463.png 768w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2024\/03\/NVIDIA-NeMo-Retriever-Networked-Storage-150x90.png 150w\" sizes=\"auto, (max-width: 1076px) 100vw, 1076px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"h-\uadf8\ub9bc-2-rag-\ud504\ub85c\uc138\uc2a4-\ud14c\uc2a4\ud2b8-\uacb0\uacfc\"><em>\uadf8\ub9bc 2: RAG \ud504\ub85c\uc138\uc2a4 \ud14c\uc2a4\ud2b8 \uacb0\uacfc<\/em><\/h6>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\uace0\uac1d\uc774-\uc5bb\uc744-\uc218-\uc788\ub294-\ud61c\ud0dd\"><strong>\uace0\uac1d\uc774 \uc5bb\uc744 \uc218 \uc788\ub294 \ud61c\ud0dd<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\uacfc \uc5d4\ube44\ub514\uc544\uc758 GPU, \ub124\ud2b8\uc6cc\ud0b9, \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4, \uadf8\ub9ac\uace0 \ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0\uc758 \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc\/\/S\ub97c \uc0ac\uc6a9\ud55c \uc774 RAG \ud30c\uc774\ud504\ub77c\uc778\uc740 \uba87 \ucd08 \ub9cc\uc5d0 \uc804\uccb4 \ubb38\uc11c \uc800\uc7a5\uc18c\ub97c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub85c \ucc98\ub9ac\ud558\uace0 \ucffc\ub9ac\ud560 \uc218 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ub0b4\ubd80\uc758 \ubcf4\uac15\ub41c \uc815\ubcf4\uc640 LLM\uc758 \uc0dd\uc131 \uae30\ub2a5\uc744 \uae30\ubc18\uc73c\ub85c \uacb0\uacfc\uac00 \ubc18\ud658\ub418\uae30 \ub54c\ubb38\uc5d0 \uc774\ub294 \uad49\uc7a5\ud55c \uacb0\uacfc\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0\uc758 \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc\/\/S\ub294 \ub85c\uae45, \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4, \ubd84\uc11d \ubc0f \uc6d0\uc2dc \ub370\uc774\ud130 \uc804\ubc18\uc5d0\uc11c \ub2e4\ucc28\uc6d0\uc801\uc778 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc2a4\ud1a0\ub9ac\uc9c0 \uc5ed\ud560\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc6b4\uc601 \uc911\ub2e8 \uc5c6\uc774 <a href=\"https:\/\/www.purestorage.com\/kr\/knowledge\/what-is-directflash-and-how-does-it-work.html\">\ub2e4\uc774\ub809\ud2b8\ud50c\ub798\uc2dc(DirectFlash) \ubaa8\ub4c8<\/a>\uc758 \ube14\ub808\uc774\ub4dc\ub97c \ucd94\uac00\ud574 \uc131\ub2a5\uc774\ub098 \uc6a9\ub7c9\uc744 \ud5a5\uc0c1\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0, \ube60\ub974\uac8c \uc99d\uac00\ud558\ub294 \ub2e4\uc911 \ubaa8\ub4dc\uc640 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \uc694\uad6c \uc0ac\ud56d\uc744 \uc2e0\uc18d\ud558\uac8c \ucda9\uc871\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c LLM\uacfc RAG\ub97c \ud504\ub85c\ub355\uc158 \ube44\uc988\ub2c8\uc2a4 \ud504\ub85c\uc138\uc2a4\uc5d0 \ucd94\uac00\ud558\ub824\ub294 \uae30\uc5c5\uc5d0\uac8c \uc774\uc0c1\uc801\uc778 \uc194\ub8e8\uc158\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud4e8\uc5b4\uc2a4\ud1a0\ub9ac\uc9c0\uac00 \uc5b4\ub5bb\uac8c AI \ub3c4\uc785\uc744 \uac00\uc18d\ud654\ud558\ub294\uc9c0 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